Milvus 论文
2021引用 304
Advanced Image and Video Retrieval TechniquesImage Retrieval and Classification TechniquesMachine Learning and Data Classification
详细信息
- 发表日期
- 2021-06-09
- 发表年份
- 2021
关键词
Advanced Image and Video Retrieval TechniquesImage Retrieval and Classification TechniquesMachine Learning and Data Classification
摘要
Recently, there has been a pressing need to manage high-dimensional vector data in data science and AI applications. This trend is fueled by the proliferation of unstructured data and machine learning (ML), where ML models usually transform unstructured data into feature vectors for data analytics, e.g., product recommendation. Existing systems and algorithms for managing vector data have two limitations: (1) They incur serious performance issue when handling large-scale and dynamic vector data; and (2) They provide limited functionalities that cannot meet the requirements of versatile applications.